Update src/streamlit_app.py
Browse files- src/streamlit_app.py +338 -38
src/streamlit_app.py
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@@ -1,40 +1,340 @@
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import altair as alt
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import numpy as np
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import pandas as pd
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import streamlit as st
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import streamlit as st
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from phi.agent import Agent
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from phi.model.google import Gemini
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from phi.tools.duckduckgo import DuckDuckGo
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from google.generativeai import upload_file, get_file
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import google.generativeai as genai
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import time
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from pathlib import Path
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import tempfile
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from dotenv import load_dotenv
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import os
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import yt_dlp
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import re
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load_dotenv()
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API_KEY = os.getenv("GOOGLE_API_KEY")
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if API_KEY:
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genai.configure(api_key=API_KEY)
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# Page configuration
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st.set_page_config(
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page_title="The Plug",
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page_icon="📹"
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)
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st.title("The Plug")
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@st.cache_resource
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def initialize_agent():
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return Agent(
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name="Video AI Summarizer",
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model=Gemini(id="gemini-2.0-flash-exp"),
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tools=[DuckDuckGo()],
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markdown=True,
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)
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def download_video(url):
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"""Download video from URL using yt-dlp"""
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temp_video = tempfile.NamedTemporaryFile(delete=False, suffix='.mp4')
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temp_video.close() # Close the file handle so yt-dlp can write to it
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ydl_opts = {
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'outtmpl': temp_video.name,
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'format': 'best[ext=mp4]/best',
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'quiet': False, # Changed to False to see download progress
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'no_warnings': False, # Changed to False to see warnings
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'nooverwrites': False, # Ensure we don't skip downloads due to cache
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# Anti-bot measures
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'user_agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36',
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'referer': 'https://www.youtube.com/',
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'http_headers': {
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'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/120.0.0.0 Safari/537.36',
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'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',
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'Accept-Language': 'en-us,en;q=0.5',
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'Sec-Fetch-Mode': 'navigate',
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},
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# Retry and timeout settings
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'retries': 3,
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'fragment_retries': 3,
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'retry_sleep_functions': {
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'http': lambda n: min(60, 2 ** n),
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'fragment': lambda n: min(60, 2 ** n),
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},
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'extractor_retries': 3,
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'socket_timeout': 30,
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# Additional options to avoid detection
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'nocheckcertificate': True,
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'ignoreerrors': False,
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'logtostderr': False,
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'sleep_interval': 1,
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'max_sleep_interval': 5,
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}
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# Try different download strategies
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download_strategies = [
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ydl_opts, # Default configuration
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{**ydl_opts, 'format': '18/22/37/38', 'extract_flat': False}, # Specific format codes
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{**ydl_opts, 'cookiesfrombrowser': None, 'ignoreerrors': True}, # Try without cookies
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]
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last_error = None
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for attempt, strategy in enumerate(download_strategies):
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try:
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st.info(f"Download attempt {attempt + 1}/3...")
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with yt_dlp.YoutubeDL(strategy) as ydl:
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ydl.download([url])
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# Verify the file was downloaded and has content
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if os.path.exists(temp_video.name) and os.path.getsize(temp_video.name) > 0:
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st.success(f"Download successful on attempt {attempt + 1}")
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return temp_video.name
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else:
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raise Exception("Downloaded file is empty or doesn't exist")
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except Exception as e:
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last_error = e
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st.warning(f"Attempt {attempt + 1} failed: {str(e)}")
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# Clean up failed download
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if os.path.exists(temp_video.name):
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try:
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os.unlink(temp_video.name)
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except:
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pass
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# Don't retry on the last attempt
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if attempt < len(download_strategies) - 1:
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# Wait before retrying with increasing delay
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wait_time = min(30, 5 * (attempt + 1))
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st.info(f"Waiting {wait_time} seconds before retry...")
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time.sleep(wait_time)
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continue
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# All attempts failed
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raise Exception(f"All download attempts failed. Last error: {str(last_error)}")
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def is_valid_url(url):
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"""Check if URL is from supported platforms"""
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patterns = [
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r'(https?://)?(www\.)?(youtube\.com|youtu\.be)',
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r'(https?://)?(www\.)?(instagram\.com|instagr\.am)',
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r'(https?://)?(www\.)?(tiktok\.com)',
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r'(https?://)?(www\.)?(twitter\.com|x\.com)',
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]
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for pattern in patterns:
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if re.search(pattern, url, re.IGNORECASE):
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return True
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return False
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# Initialize the agent
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multimodal_Agent = initialize_agent()
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# Initialize session state for video caching and page navigation
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if 'video_path' not in st.session_state:
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st.session_state.video_path = None
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if 'current_video_url' not in st.session_state:
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st.session_state.current_video_url = None
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if 'current_video_file' not in st.session_state:
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st.session_state.current_video_file = None
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if 'last_input_method' not in st.session_state:
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st.session_state.last_input_method = None
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if 'current_page' not in st.session_state:
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st.session_state.current_page = "upload" # "upload" or "chat"
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if 'chat_history' not in st.session_state:
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st.session_state.chat_history = []
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def cleanup_video_cache():
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"""Clean up cached video file and reset session"""
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if st.session_state.video_path and os.path.exists(st.session_state.video_path):
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Path(st.session_state.video_path).unlink(missing_ok=True)
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st.session_state.video_path = None
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st.session_state.current_video_url = None
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st.session_state.current_video_file = None
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st.session_state.current_page = "upload"
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st.session_state.chat_history = []
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# Page routing based on current state
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if st.session_state.current_page == "upload":
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# UPLOAD PAGE
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st.subheader("Upload Your Video")
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# Input method selection
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input_method = st.radio(
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"Choose how to provide your video:",
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["Upload Video File", "Paste Video Link"],
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help="Select how you want to provide the video for analysis"
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)
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# Clean up cache if user switches input methods
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| 172 |
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if st.session_state.last_input_method != input_method:
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cleanup_video_cache()
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st.session_state.last_input_method = input_method
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| 176 |
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video_path = None
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| 177 |
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| 178 |
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if input_method == "Upload Video File":
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# File uploader
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| 180 |
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video_file = st.file_uploader(
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"Upload a video file",
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type=['mp4', 'mov', 'avi'],
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help="Upload a video for AI analysis"
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)
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if video_file:
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| 187 |
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# Check if this is a different file than the cached one
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| 188 |
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if (st.session_state.current_video_file != video_file.name or
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| 189 |
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st.session_state.video_path is None or
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not os.path.exists(st.session_state.video_path)):
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| 192 |
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# Clean up previous video if it exists
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if st.session_state.video_path and os.path.exists(st.session_state.video_path):
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Path(st.session_state.video_path).unlink(missing_ok=True)
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| 196 |
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with tempfile.NamedTemporaryFile(delete=False, suffix='.mp4') as temp_video:
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temp_video.write(video_file.read())
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st.session_state.video_path = temp_video.name
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st.session_state.current_video_file = video_file.name
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st.session_state.current_video_url = None # Reset URL cache
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video_path = st.session_state.video_path
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else: # Paste Video Link
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# URL input
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video_url = st.text_input(
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"Paste video link",
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placeholder="https://youtube.com/watch?v=... or Instagram/TikTok/X link",
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help="Paste a video URL from YouTube, Instagram, TikTok, or X"
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)
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if video_url:
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| 213 |
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if is_valid_url(video_url):
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# Check if this is a different URL than the cached one
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| 215 |
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if (st.session_state.current_video_url != video_url or
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| 216 |
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st.session_state.video_path is None or
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not os.path.exists(st.session_state.video_path)):
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# Clean up previous video if it exists
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| 220 |
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if st.session_state.video_path and os.path.exists(st.session_state.video_path):
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| 221 |
+
Path(st.session_state.video_path).unlink(missing_ok=True)
|
| 222 |
+
|
| 223 |
+
try:
|
| 224 |
+
with st.spinner("Downloading video..."):
|
| 225 |
+
st.session_state.video_path = download_video(video_url)
|
| 226 |
+
st.session_state.current_video_url = video_url
|
| 227 |
+
st.session_state.current_video_file = None # Reset file cache
|
| 228 |
+
except Exception as e:
|
| 229 |
+
st.error(f"Error downloading video: {e}")
|
| 230 |
+
st.session_state.video_path = None
|
| 231 |
+
st.session_state.current_video_url = None
|
| 232 |
+
|
| 233 |
+
video_path = st.session_state.video_path
|
| 234 |
+
else:
|
| 235 |
+
st.warning("Please enter a valid YouTube, Instagram, TikTok, or X video URL")
|
| 236 |
+
|
| 237 |
+
# Proceed to chat if video is loaded
|
| 238 |
+
if video_path and os.path.exists(video_path) and os.path.getsize(video_path) > 0:
|
| 239 |
+
if st.button("Start Chat", type="primary", use_container_width=True):
|
| 240 |
+
st.session_state.current_page = "chat"
|
| 241 |
+
st.rerun()
|
| 242 |
+
|
| 243 |
+
elif st.session_state.current_page == "chat":
|
| 244 |
+
# CHAT PAGE
|
| 245 |
+
video_path = st.session_state.video_path
|
| 246 |
+
|
| 247 |
+
if not video_path or not os.path.exists(video_path) or os.path.getsize(video_path) == 0:
|
| 248 |
+
st.error("Video not found. Please upload a video first.")
|
| 249 |
+
if st.button("Back to Upload"):
|
| 250 |
+
st.session_state.current_page = "upload"
|
| 251 |
+
st.rerun()
|
| 252 |
+
else:
|
| 253 |
+
# Navigation and controls
|
| 254 |
+
col1, col2 = st.columns([3, 1])
|
| 255 |
+
with col1:
|
| 256 |
+
st.subheader("Chat with Your Video")
|
| 257 |
+
with col2:
|
| 258 |
+
if st.button("New Video", help="Upload a different video"):
|
| 259 |
+
cleanup_video_cache()
|
| 260 |
+
st.session_state.current_page = "upload"
|
| 261 |
+
st.rerun()
|
| 262 |
+
|
| 263 |
+
# Display chat history
|
| 264 |
+
if st.session_state.chat_history:
|
| 265 |
+
st.markdown("### Chat History")
|
| 266 |
+
for i, (query, response) in enumerate(st.session_state.chat_history):
|
| 267 |
+
with st.container():
|
| 268 |
+
st.markdown(f"**You:** {query}")
|
| 269 |
+
st.markdown(f"**AI:** {response}")
|
| 270 |
+
st.divider()
|
| 271 |
+
|
| 272 |
+
# Chat input
|
| 273 |
+
st.markdown("### Ask a Question")
|
| 274 |
+
user_query = st.text_input(
|
| 275 |
+
"What would you like to know about this video?",
|
| 276 |
+
placeholder="Example: What is the main topic? Summarize the key points...",
|
| 277 |
+
help="Ask any question about the video content.",
|
| 278 |
+
key="chat_input"
|
| 279 |
+
)
|
| 280 |
+
|
| 281 |
+
if st.button("Send", type="primary", use_container_width=True):
|
| 282 |
+
if not user_query.strip():
|
| 283 |
+
st.warning("Please enter a question about the video.")
|
| 284 |
+
else:
|
| 285 |
+
try:
|
| 286 |
+
with st.spinner("Analyzing video and gathering insights..."):
|
| 287 |
+
# Upload and process video file
|
| 288 |
+
processed_video = upload_file(video_path)
|
| 289 |
+
|
| 290 |
+
while processed_video.state.name == "PROCESSING":
|
| 291 |
+
time.sleep(1)
|
| 292 |
+
processed_video = get_file(processed_video.name)
|
| 293 |
+
|
| 294 |
+
# Prompt generation for analysis
|
| 295 |
+
analysis_prompt = (
|
| 296 |
+
f"""
|
| 297 |
+
You are an expert video analyst. Analyze the uploaded video and respond to this query:
|
| 298 |
+
|
| 299 |
+
Query: {user_query}
|
| 300 |
+
|
| 301 |
+
Provide a comprehensive, insightful response that includes:
|
| 302 |
+
1. Direct analysis of the video content
|
| 303 |
+
2. Key insights and observations
|
| 304 |
+
3. Any supplementary context that would be helpful
|
| 305 |
+
4. Actionable takeaways
|
| 306 |
+
|
| 307 |
+
Be conversational and engaging while being thorough and accurate.
|
| 308 |
+
"""
|
| 309 |
+
)
|
| 310 |
+
|
| 311 |
+
# AI agent processing
|
| 312 |
+
response = multimodal_Agent.run(analysis_prompt, videos=[processed_video])
|
| 313 |
+
|
| 314 |
+
# Add to chat history
|
| 315 |
+
st.session_state.chat_history.append((user_query, response.content))
|
| 316 |
+
|
| 317 |
+
# Rerun to update chat history display
|
| 318 |
+
st.rerun()
|
| 319 |
+
|
| 320 |
+
except Exception as error:
|
| 321 |
+
st.error(f"An error occurred during analysis: {error}")
|
| 322 |
+
|
| 323 |
+
# Customize UI styling
|
| 324 |
+
st.markdown(
|
| 325 |
+
"""
|
| 326 |
+
<style>
|
| 327 |
+
.stTextInput input {
|
| 328 |
+
min-height: 40px;
|
| 329 |
+
}
|
| 330 |
+
.stRadio [role="radiogroup"] {
|
| 331 |
+
display: flex;
|
| 332 |
+
gap: 20px;
|
| 333 |
+
}
|
| 334 |
+
.stRadio label {
|
| 335 |
+
font-weight: 500;
|
| 336 |
+
}
|
| 337 |
+
</style>
|
| 338 |
+
""",
|
| 339 |
+
unsafe_allow_html=True
|
| 340 |
+
)
|